{"id":"W4412699917","doi":"10.11159/ffhmt25.133","title":"Effect of the Vessel Aspect Ratio on the Separation Efficiency of Oil-Water Separator","year":2025,"lang":"en","type":"article","venue":"Proceedings of the ... International Conference on Fluid Flow, Heat and Mass Transfer","topic":"Cyclone Separators and Fluid Dynamics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Korea Agency for Infrastructure Technology Advancement","keywords":"Separator (oil production); Separation (statistics); Environmental science; Materials science; Computer science; Physics; Thermodynamics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003177962,0.0001930568,0.0002390876,0.00008579311,0.00007936377,0.00004494719,0.0004836504,0.00008027171,0.0000400708],"category_scores_gemma":[0.0000339225,0.00009330368,0.0001446742,0.0001659993,0.0001329435,0.00009103525,0.00003797044,0.0001867209,0.000002087907],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004019648,"about_ca_system_score_gemma":0.00002799686,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007391427,"about_ca_topic_score_gemma":0.000003387409,"domain_scores_codex":[0.9989821,0.00001824167,0.0003381572,0.0001715468,0.0003481654,0.0001417296],"domain_scores_gemma":[0.999517,0.0000946626,0.00002061398,0.0001376767,0.0002080615,0.00002199204],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002104862,0.00003861965,0.0005555529,0.0001905637,0.00009810109,5.919505e-8,0.0003510407,0.001702585,0.8866681,0.1091893,0.0004915999,0.0005039788],"study_design_scores_gemma":[0.0004241981,0.0001420193,0.0002828846,0.0002499539,0.00005194628,7.934357e-7,0.00004246199,0.1835177,0.8144715,0.0004431709,0.0002813093,0.00009204757],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9605752,0.00005538686,0.0005545021,0.001045683,0.0005367699,0.0002807708,0.00003761624,0.0000223041,0.03689175],"genre_scores_gemma":[0.9992566,0.0001113195,0.00001226393,0.00007399784,0.00003226246,0.00003314229,0.000003008461,0.00001212477,0.0004653387],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1818151,"threshold_uncertainty_score":0.3804814,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007059069589765469,"score_gpt":0.2306358702097665,"score_spread":0.223576800620001,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}